{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "414af811-4840-4f6e-8b90-a7d6040a1b7c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from anthropic import Anthropic\n",
    "from openai import OpenAI\n",
    "from datasets import load_dataset\n",
    "from sklearn.metrics import matthews_corrcoef as mcc\n",
    "import time\n",
    "import json\n",
    "import transformers\n",
    "import torch\n",
    "from prompts import *\n",
    "from apikeys import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "1a568bca-3c3c-4b7d-90ca-2cda95bde6a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "docs = pd.read_csv('data/stance_test_labeled.csv')\n",
    "docs = docs[['premise', 'target', 'stance']]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "dd80a87d-ef25-48b9-9077-eb916cd08376",
   "metadata": {},
   "source": [
    "# Stance"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2b98a972-b939-42a8-9280-7fcb56bfeb70",
   "metadata": {},
   "source": [
    "### GPT-4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "715c080a",
   "metadata": {},
   "outputs": [],
   "source": [
    "gpt4 = OpenAI(api_key = openai_key)\n",
    "gpt_model = 'gpt-4o-2024-08-06'\n",
    "data = docs\n",
    "messages_batch = [\n",
    "    {\n",
    "        'custom_id': str(i),\n",
    "        'method': 'POST',\n",
    "        'url': '/v1/chat/completions',\n",
    "        'body':{\n",
    "        'model': gpt_model,\n",
    "        'messages': [\n",
    "            {'role': 'system', 'content': system_message},\n",
    "            {'role': 'user', 'content': stance_message.format(text=data.loc[i, 'premise'], target = data.loc[i, 'target'])}\n",
    "        ],\n",
    "        'max_tokens': 1,\n",
    "        'temperature': 0,\n",
    "        'logit_bias': {16: 100, 17: 100, 15: 100}\n",
    "    }\n",
    "    }\n",
    "    for i in data.index\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "94af8baa",
   "metadata": {},
   "outputs": [],
   "source": [
    "# export as .jsonl file\n",
    "with open('batches/queries/stance_test_stance.jsonl', 'w') as outfile:\n",
    "    for entry in messages_batch:\n",
    "        json.dump(entry, outfile)\n",
    "        outfile.write('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "4352d876",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<positron-console-cell-11>:5: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n"
     ]
    }
   ],
   "source": [
    "res = pd.read_json(path_or_buf='batches/results/stance_test_stance_res.jsonl', lines=True)\n",
    "\n",
    "labels = [res['response'][i]['body']['choices'][0]['message']['content'] for i in res.index]\n",
    "docs['gpt4'] = labels\n",
    "docs['gpt4'] = docs['gpt4'].replace({'1':1, '0':0, '2':-1})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce9ecd6b-5090-4933-aa6f-5d1dd1b69d57",
   "metadata": {},
   "source": [
    "### Claude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "61489770-c768-41eb-abfe-1da9ba483042",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<positron-console-cell-3>:21: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n"
     ]
    }
   ],
   "source": [
    "claude = Anthropic(api_key = anthropic_key)\n",
    "user_message = stance_message\n",
    "labels = []\n",
    "model = \"claude-3-5-sonnet-20240620\"\n",
    "for i in docs.index:\n",
    "    target = docs.loc[i, 'target']\n",
    "    text = docs.loc[i, 'premise']\n",
    "    res = claude.messages.create(\n",
    "        max_tokens=2,\n",
    "        messages=[\n",
    "            {\n",
    "                \"role\": \"user\",\n",
    "                \"content\": user_message.format(target = target, text = text),\n",
    "            }\n",
    "        ],\n",
    "        model=model,\n",
    "        temperature = 0\n",
    "    )\n",
    "    labels.append(res.content[0].text)\n",
    "docs['sonnet'] = labels\n",
    "docs['sonnet'] = docs['sonnet'].replace({'1':1, '0':0, '2':-1})\n",
    "docs.to_csv('data/stance_test_labeled.csv', index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3843abdc-e81b-4885-be60-6b35af2305af",
   "metadata": {},
   "source": [
    "### Llama"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "dca51b74-171b-4c65-80ed-6dc0436cd104",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rDownloading shards:   0%|          | 0/4 [00:00<?, ?it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rDownloading shards:  25%|██▌       | 1/4 [02:40<08:02, 160.74s/it]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rDownloading shards:  75%|███████▌  | 3/4 [07:53<02:37, 157.28s/it]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rDownloading shards: 100%|██████████| 4/4 [08:29<00:00, 109.69s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rDownloading shards: 100%|██████████| 4/4 [08:29<00:00, 127.46s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rLoading checkpoint shards:   0%|          | 0/4 [00:00<?, ?it/s]"
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rLoading checkpoint shards:  25%|██▌       | 1/4 [00:03<00:09,  3.19s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rLoading checkpoint shards:  50%|█████     | 2/4 [00:06<00:06,  3.40s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rLoading checkpoint shards:  75%|███████▌  | 3/4 [00:11<00:03,  3.85s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rLoading checkpoint shards: 100%|██████████| 4/4 [00:12<00:00,  3.00s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\rLoading checkpoint shards: 100%|██████████| 4/4 [00:12<00:00,  3.21s/it]"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "model = \"meta-llama/Meta-Llama-3-8B-Instruct\"\n",
    "pipe = transformers.pipeline(\"text-generation\", model=model, model_kwargs={\"torch_dtype\": torch.float16}, device_map='auto', batch_size = 1,\n",
    "token = hf_key)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "960b1550-c2cd-44b7-8392-36354d5163be",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mb7336/miniforge3/envs/sandbox/lib/python3.12/site-packages/transformers/generation/configuration_utils.py:567: UserWarning: `do_sample` is set to `False`. However, `temperature` is set to `0.0` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `temperature`.\n",
      "  warnings.warn(\n",
      "/Users/mb7336/miniforge3/envs/sandbox/lib/python3.12/site-packages/transformers/generation/configuration_utils.py:572: UserWarning: `do_sample` is set to `False`. However, `top_p` is set to `0.9` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `top_p`.\n",
      "  warnings.warn(\n",
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     ]
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    {
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    {
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
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     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 10min 18s, sys: 1min 31s, total: 11min 50s\n",
      "Wall time: 20min 43s\n",
      "CPU times: user 10min 18s, sys: 1min 31s, total: 11min 50s\n",
      "Wall time: 20min 43s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:12: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Assuming you have a dataframe 'df' with a 'premise' column\n",
    "labels = []\n",
    "for i in docs.index:\n",
    "    text = docs.loc[i, 'premise']\n",
    "    target = docs.loc[i, 'target']\n",
    "    messages = [{'role':'user', 'content': stance_message.format(text=text, target = target)}]\n",
    "    prompt = pipe.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)\n",
    "    res = pipe(prompt, max_new_tokens=1, do_sample=False, temperature=0.0, return_full_text=False)\n",
    "    labels.append(res[0]['generated_text'])\n",
    "\n",
    "docs['llama'] = labels\n",
    "docs['llama'] = docs['llama'].replace({'1':1, '0':0, '2':-1})\n",
    "\n",
    "docs.to_csv('data/stance_test_labeled.csv', index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "067fd982-56f6-44a3-83d2-aaf025375478",
   "metadata": {},
   "source": [
    "# Sentiment"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c65d77c-9874-494e-a2ff-1fdcf03c4115",
   "metadata": {},
   "source": [
    "### GPT-4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "396e5cfd",
   "metadata": {},
   "outputs": [],
   "source": [
    "gpt4 = OpenAI(api_key = openai_key)\n",
    "gpt_model = 'gpt-4o-2024-08-06'\n",
    "data = docs\n",
    "messages_batch = [\n",
    "    {\n",
    "        'custom_id': str(i),\n",
    "        'method': 'POST',\n",
    "        'url': '/v1/chat/completions',\n",
    "        'body':{\n",
    "        'model': gpt_model,\n",
    "        'messages': [\n",
    "            {'role': 'system', 'content': system_message},\n",
    "            {'role': 'user', 'content': sentiment_message.format(text=data.loc[i, 'premise'])}\n",
    "        ],\n",
    "        'max_tokens': 1,\n",
    "        'temperature': 0,\n",
    "        'logit_bias': {16: 100, 17: 100, 15: 100}\n",
    "    }\n",
    "    }\n",
    "    for i in data.index\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a7c3791a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# export as .jsonl file\n",
    "with open('batches/queries/stance_test_sent.jsonl', 'w') as outfile:\n",
    "    for entry in messages_batch:\n",
    "        json.dump(entry, outfile)\n",
    "        outfile.write('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b34ba1f7",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<positron-console-cell-12>:5: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n"
     ]
    }
   ],
   "source": [
    "res = pd.read_json(path_or_buf='batches/results/stance_test_sent_res.jsonl', lines=True)\n",
    "\n",
    "labels = [res['response'][i]['body']['choices'][0]['message']['content'] for i in res.index]\n",
    "docs['gpt4_sent'] = labels\n",
    "docs['gpt4_sent'] = docs['gpt4_sent'].replace({'1':1, '0':0, '2':-1})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "474bbc80-064b-45d1-96b9-a77df996bcfe",
   "metadata": {},
   "source": [
    "### Claude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e2742762-064a-4641-a57f-26f4a3ddebd8",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<positron-console-cell-5>:22: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n"
     ]
    }
   ],
   "source": [
    "claude = Anthropic(api_key = anthropic_key)\n",
    "user_message = sentiment_message\n",
    "labels = []\n",
    "model = \"claude-3-5-sonnet-20240620\"\n",
    "\n",
    "for i in docs.index:\n",
    "    text = docs.loc[i, 'premise']\n",
    "    res = claude.messages.create(\n",
    "        max_tokens=2,\n",
    "        messages=[\n",
    "            {\n",
    "                \"role\": \"user\",\n",
    "                \"content\": user_message.format(text = text),\n",
    "            }\n",
    "        ],\n",
    "        model=model,\n",
    "        temperature = 0\n",
    "    )\n",
    "    labels.append(res.content[0].text)\n",
    "    #time.sleep(1.1)\n",
    "docs['sonnet_sent'] = labels\n",
    "docs['sonnet_sent'] = docs['sonnet_sent'].replace({'1':1, '0':0, '2':-1})\n",
    "docs.to_csv('data/stance_test_labeled2.csv', index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ab1af224-8326-4ffb-96f1-ca36e9227e73",
   "metadata": {},
   "source": [
    "### Llama-3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9d18bfc0-0be9-4c80-9e33-555d616609a6",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_id = \"meta-llama/Meta-Llama-3-8B-Instruct\"\n",
    "pipeline = transformers.pipeline(\"text-generation\", model=model_id, model_kwargs={\"torch_dtype\": torch.bfloat16}, device = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "76da21cf-e9cf-45f4-9029-03106bba9e83",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/mb7336/miniforge3/envs/sandbox/lib/python3.12/site-packages/transformers/generation/configuration_utils.py:567: UserWarning: `do_sample` is set to `False`. However, `temperature` is set to `0.0` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `temperature`.\n",
      "  warnings.warn(\n",
      "/Users/mb7336/miniforge3/envs/sandbox/lib/python3.12/site-packages/transformers/generation/configuration_utils.py:572: UserWarning: `do_sample` is set to `False`. However, `top_p` is set to `0.9` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `top_p`.\n",
      "  warnings.warn(\n",
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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    },
    {
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     "output_type": "stream",
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    },
    {
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    },
    {
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    {
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    {
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     "output_type": "stream",
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    },
    {
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     "output_type": "stream",
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    {
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     "output_type": "stream",
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    {
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     "output_type": "stream",
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    {
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     "output_type": "stream",
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    {
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     "output_type": "stream",
     "text": [
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    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
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    },
    {
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     "output_type": "stream",
     "text": [
      "/Users/mb7336/miniforge3/envs/sandbox/lib/python3.12/site-packages/transformers/generation/configuration_utils.py:567: UserWarning: `do_sample` is set to `False`. However, `temperature` is set to `0.0` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `temperature`.\n",
      "  warnings.warn(\n",
      "/Users/mb7336/miniforge3/envs/sandbox/lib/python3.12/site-packages/transformers/generation/configuration_utils.py:572: UserWarning: `do_sample` is set to `False`. However, `top_p` is set to `0.9` -- this flag is only used in sample-based generation modes. You should set `do_sample=True` or unset `top_p`.\n",
      "  warnings.warn(\n",
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
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    },
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 7min 21s, sys: 1min 7s, total: 8min 28s\n",
      "Wall time: 18min 42s\n",
      "CPU times: user 7min 21s, sys: 1min 7s, total: 8min 28s\n",
      "Wall time: 18min 42s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Assuming you have a dataframe 'df' with a 'premise' column\n",
    "labels = []\n",
    "for i in docs.index:\n",
    "    text = docs.loc[i, 'premise']\n",
    "    messages = [{'role':'user', 'content': sentiment_message.format(text=text)}]\n",
    "    prompt = pipe.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)\n",
    "    res = pipe(prompt, max_new_tokens=1, do_sample=False, temperature=0.0, return_full_text=False)\n",
    "    labels.append(res[0]['generated_text'])\n",
    "\n",
    "docs['llama_sent'] = labels\n",
    "docs['llama_sent'] = docs['llama_sent'].replace({'1':1, '0':0, '2':-1, 'I':0})\n",
    "\n",
    "docs.to_csv('data/stance_test_labeled3.csv', index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b896de0a-3c01-4713-a6f2-866355769b71",
   "metadata": {},
   "source": [
    "# Valence"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "711e51d5-1ea4-408e-acd6-5238b15ad373",
   "metadata": {},
   "source": [
    "### GPT-4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "f74273c2",
   "metadata": {},
   "outputs": [],
   "source": [
    "gpt4 = OpenAI(api_key = openai_key)\n",
    "gpt_model = 'gpt-4o-2024-08-06'\n",
    "data = docs\n",
    "messages_batch = [\n",
    "    {\n",
    "        'custom_id': str(i),\n",
    "        'method': 'POST',\n",
    "        'url': '/v1/chat/completions',\n",
    "        'body':{\n",
    "        'model': gpt_model,\n",
    "        'messages': [\n",
    "            {'role': 'system', 'content': system_message},\n",
    "            {'role': 'user', 'content': valence_message.format(text=data.loc[i, 'premise'])}\n",
    "        ],\n",
    "        'max_tokens': 1,\n",
    "        'temperature': 0,\n",
    "        'logit_bias': {16: 100, 17: 100, 15: 100}\n",
    "    }\n",
    "    }\n",
    "    for i in data.index\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "32aad8e3",
   "metadata": {},
   "outputs": [],
   "source": [
    "# export as .jsonl file\n",
    "with open('batches/queries/stance_test_val.jsonl', 'w') as outfile:\n",
    "    for entry in messages_batch:\n",
    "        json.dump(entry, outfile)\n",
    "        outfile.write('\\n')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "213911f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<positron-console-cell-13>:5: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n"
     ]
    }
   ],
   "source": [
    "res = pd.read_json(path_or_buf='batches/results/stance_test_val_res.jsonl', lines=True)\n",
    "\n",
    "labels = [res['response'][i]['body']['choices'][0]['message']['content'] for i in res.index]\n",
    "docs['gpt4_val'] = labels\n",
    "docs['gpt4_val'] = docs['gpt4_val'].replace({'1':1, '0':0, '2':-1})"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "38cc1d2d-0ae5-4a89-bddd-587593d9b2c0",
   "metadata": {},
   "source": [
    "### Claude"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ee13b2e1-8d6b-4321-928c-92b773bb94b6",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<positron-console-cell-7>:22: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n"
     ]
    }
   ],
   "source": [
    "claude = Anthropic(api_key = anthropic_key)\n",
    "user_message = valence_message\n",
    "labels = []\n",
    "model = \"claude-3-5-sonnet-20240620\"\n",
    "\n",
    "for i in docs.index:\n",
    "    target = docs.loc[i, 'target']\n",
    "    text = docs.loc[i, 'premise']\n",
    "    res = claude.messages.create(\n",
    "        max_tokens=2,\n",
    "        messages=[\n",
    "            {\n",
    "                \"role\": \"user\",\n",
    "                \"content\": user_message.format(text = text),\n",
    "            }\n",
    "        ],\n",
    "        model=model,\n",
    "        temperature = 0\n",
    "    )\n",
    "    labels.append(res.content[0].text)\n",
    "docs['sonnet_val'] = labels\n",
    "docs['sonnet_val'] = docs['sonnet_val'].replace({'1':1, '0':0, '2':-1})\n",
    "docs.to_csv('data/stance_test_labeled.csv', index = False)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "163da15e-ba5f-431b-be29-3719a893a7b7",
   "metadata": {},
   "source": [
    "### Llama-3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0350f118-8b9c-4889-be3b-75e971da6ed1",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_id = \"meta-llama/Meta-Llama-3-8B-Instruct\"\n",
    "pipeline = transformers.pipeline(\"text-generation\", model=model_id, model_kwargs={\"torch_dtype\": torch.bfloat16}, device = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "203bdeaa-23ce-4214-9575-2ec5f78b78bd",
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    },
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
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     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
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     "name": "stderr",
     "output_type": "stream",
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     "output_type": "stream",
     "text": [
      "Setting `pad_token_id` to `eos_token_id`:128001 for open-end generation.\n"
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     "output_type": "stream",
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    },
    {
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     "output_type": "stream",
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    {
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     "output_type": "stream",
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    {
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    {
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     "output_type": "stream",
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     ]
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    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 5min 46s, sys: 50.3 s, total: 6min 36s\n",
      "Wall time: 15min 30s\n",
      "CPU times: user 5min 46s, sys: 50.3 s, total: 6min 36s\n",
      "Wall time: 15min 30s\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "<timed exec>:11: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "# Assuming you have a dataframe 'df' with a 'premise' column\n",
    "labels = []\n",
    "for i in docs.index:\n",
    "    text = docs.loc[i, 'premise']\n",
    "    messages = [{'role':'user', 'content': valence_message.format(text=text)}]\n",
    "    prompt = pipe.tokenizer.apply_chat_template(messages, tokenize=False, add_generation_prompt=True)\n",
    "    res = pipe(prompt, max_new_tokens=1, do_sample=False, temperature=0.0, return_full_text=False)\n",
    "    labels.append(res[0]['generated_text'])\n",
    "\n",
    "docs['llama_val'] = labels\n",
    "docs['llama_val'] = docs['llama_val'].replace({'1':1, '0':0, '2':-1})\n",
    "\n",
    "docs.to_csv('data/stance_test_labeled.csv', index = False)"
   ]
  }
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